Real-Time Non-Local Means Image Denoising Algorithm Based on Local Binary Descriptor

被引:3
|
作者
Yu, Hancheng [1 ]
Li, Aiting [1 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Nanjing Univ Aeronaut Astronaut, Key Lab Radar Imaging & Microwave Photon, Minist Educ, Nanjing 210016, Peoples R China
关键词
Local binary descriptor; non-local means; image denoising; real time image processing; CLASSIFICATION; SPARSE; SCALE;
D O I
10.3837/tiis.2016.02.021
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a speed-up technique for the non-local means (NLM) image denoising method based on local binary descriptor (LBD) is proposed. In the NLM, most of the computation time is spent on searching for non-local similar patches in the search window. The local binary descriptor which represents the structure of patch as binary strings is employed to speed up the search process in the NLM. The descriptor allows for a fast and accurate preselection of non-local similar patches by bitwise operations. Using this approach, a tradeoff between time-saving and noise removal can be obtained. Simulations exhibit that despite being principally constructed for speed, the proposed algorithm outperforms in terms of denoising quality as well. Furthermore, a parallel implementation on GPU brings NLM-LBD to real-time image denoising.
引用
收藏
页码:825 / 836
页数:12
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